Challenge
Emergency intake throughput was bottlenecked at triage. Prior AI pilots had stalled in evaluation; clinical leadership required a transparent measurement model before adoption.
Approach
We built the evaluation harness first, instrumented intake, then shipped a recommendation model behind a clinician-controlled UI. Adoption was opt-in, with weekly clinical review.